Dataset statistics
| Number of variables | 14 |
|---|---|
| Number of observations | 24232 |
| Missing cells | 25292 |
| Missing cells (%) | 7.5% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 2.6 MiB |
| Average record size in memory | 112.0 B |
Variable types
| Numeric | 12 |
|---|---|
| DateTime | 1 |
| Categorical | 1 |
targets has constant value "1" | Constant |
MP1 FLOW1 (l/s) is highly correlated with MP1 UNIDEPTH (mm) and 2 other fields | High correlation |
MP1 UNIDEPTH (mm) is highly correlated with MP1 FLOW1 (l/s) and 1 other fields | High correlation |
MP1 UpDEPTH_1 (mm) is highly correlated with MP1 FLOW1 (l/s) and 1 other fields | High correlation |
Raw Average Velocity (m/s) is highly correlated with MP1 FLOW1 (l/s) | High correlation |
Daily Cumulative Rainfall (mm) is highly correlated with MP1 FLOW1 (l/s) and 3 other fields | High correlation |
MP1 FLOW1 (l/s) is highly correlated with Daily Cumulative Rainfall (mm) and 3 other fields | High correlation |
MP1 PDEPTH_1 (mm) is highly correlated with Daily Cumulative Rainfall (mm) and 3 other fields | High correlation |
MP1 UNIDEPTH (mm) is highly correlated with Daily Cumulative Rainfall (mm) and 3 other fields | High correlation |
MP1 UpDEPTH_1 (mm) is highly correlated with Daily Cumulative Rainfall (mm) and 3 other fields | High correlation |
MP1 WATERTEMP_1 (°C) is highly correlated with month | High correlation |
month is highly correlated with MP1 WATERTEMP_1 (°C) | High correlation |
MP1 FLOW1 (l/s) is highly correlated with Raw Average Velocity (m/s) | High correlation |
MP1 UNIDEPTH (mm) is highly correlated with MP1 UpDEPTH_1 (mm) | High correlation |
MP1 UpDEPTH_1 (mm) is highly correlated with MP1 UNIDEPTH (mm) | High correlation |
Raw Average Velocity (m/s) is highly correlated with MP1 FLOW1 (l/s) | High correlation |
df_index is highly correlated with MP1 WATERTEMP_1 (°C) and 3 other fields | High correlation |
Daily Cumulative Rainfall (mm) is highly correlated with MP1 FLOW1 (l/s) and 3 other fields | High correlation |
MP1 FLOW1 (l/s) is highly correlated with Daily Cumulative Rainfall (mm) and 3 other fields | High correlation |
MP1 PDEPTH_1 (mm) is highly correlated with Daily Cumulative Rainfall (mm) and 3 other fields | High correlation |
MP1 UNIDEPTH (mm) is highly correlated with Daily Cumulative Rainfall (mm) and 3 other fields | High correlation |
MP1 UpDEPTH_1 (mm) is highly correlated with Daily Cumulative Rainfall (mm) and 3 other fields | High correlation |
MP1 WATERTEMP_1 (°C) is highly correlated with df_index and 1 other fields | High correlation |
Raw Average Velocity (m/s) is highly correlated with df_index | High correlation |
day is highly correlated with df_index and 1 other fields | High correlation |
month is highly correlated with df_index and 2 other fields | High correlation |
MP1 FLOW1 (l/s) has 4213 (17.4%) missing values | Missing |
MP1 PDEPTH_1 (mm) has 4213 (17.4%) missing values | Missing |
MP1 UNIDEPTH (mm) has 4213 (17.4%) missing values | Missing |
MP1 UpDEPTH_1 (mm) has 4213 (17.4%) missing values | Missing |
MP1 WATERTEMP_1 (°C) has 4213 (17.4%) missing values | Missing |
Raw Average Velocity (m/s) has 4213 (17.4%) missing values | Missing |
Final Rainfall (mm) is highly skewed (γ1 = 24.17215341) | Skewed |
df_index has unique values | Unique |
date has unique values | Unique |
Daily Cumulative Rainfall (mm) has 15969 (65.9%) zeros | Zeros |
Final Rainfall (mm) has 23303 (96.2%) zeros | Zeros |
MP1 FLOW1 (l/s) has 4243 (17.5%) zeros | Zeros |
Raw Average Velocity (m/s) has 4243 (17.5%) zeros | Zeros |
hour has 1078 (4.4%) zeros | Zeros |
Reproduction
| Analysis started | 2021-12-13 10:15:47.299179 |
|---|---|
| Analysis finished | 2021-12-13 10:16:00.083424 |
| Duration | 12.78 seconds |
| Software version | pandas-profiling v3.1.0 |
| Download configuration | config.json |
| Distinct | 24232 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 138161.0091 |
| Minimum | 16 |
|---|---|
| Maximum | 254311 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 189.4 KiB |
Quantile statistics
| Minimum | 16 |
|---|---|
| 5-th percentile | 39074.55 |
| Q1 | 113917.75 |
| median | 138838.5 |
| Q3 | 144896.25 |
| 95-th percentile | 224423.45 |
| Maximum | 254311 |
| Range | 254295 |
| Interquartile range (IQR) | 30978.5 |
Descriptive statistics
| Standard deviation | 52066.63521 |
|---|---|
| Coefficient of variation (CV) | 0.3768547693 |
| Kurtosis | 0.02691864444 |
| Mean | 138161.0091 |
| Median Absolute Deviation (MAD) | 24243 |
| Skewness | 0.1098546929 |
| Sum | 3347917572 |
| Variance | 2710934502 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 16 | 1 | < 0.1% |
| 142873 | 1 | < 0.1% |
| 142882 | 1 | < 0.1% |
| 142881 | 1 | < 0.1% |
| 142880 | 1 | < 0.1% |
| 142879 | 1 | < 0.1% |
| 142878 | 1 | < 0.1% |
| 142877 | 1 | < 0.1% |
| 142876 | 1 | < 0.1% |
| 142875 | 1 | < 0.1% |
| Other values (24222) | 24222 |
| Value | Count | Frequency (%) |
| 16 | 1 | |
| 17 | 1 | |
| 18 | 1 | |
| 19 | 1 | |
| 20 | 1 | |
| 21 | 1 | |
| 22 | 1 | |
| 23 | 1 | |
| 24 | 1 | |
| 25 | 1 |
| Value | Count | Frequency (%) |
| 254311 | 1 | |
| 254310 | 1 | |
| 254309 | 1 | |
| 254308 | 1 | |
| 254307 | 1 | |
| 254306 | 1 | |
| 254305 | 1 | |
| 254304 | 1 | |
| 254303 | 1 | |
| 254302 | 1 |
| Distinct | 267 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 7 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.204293087 |
| Minimum | 0 |
|---|---|
| Maximum | 68.5 |
| Zeros | 15969 |
| Zeros (%) | 65.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 189.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0.4 |
| 95-th percentile | 6.4 |
| Maximum | 68.5 |
| Range | 68.5 |
| Interquartile range (IQR) | 0.4 |
Descriptive statistics
| Standard deviation | 4.654601236 |
|---|---|
| Coefficient of variation (CV) | 3.86500702 |
| Kurtosis | 109.6808753 |
| Mean | 1.204293087 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 9.308247685 |
| Sum | 29174.00003 |
| Variance | 21.66531266 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 15969 | |
| 0.2 | 1252 | 5.2% |
| 0.4 | 1052 | 4.3% |
| 0.5 | 413 | 1.7% |
| 1.2 | 386 | 1.6% |
| 0.1 | 359 | 1.5% |
| 1.4 | 346 | 1.4% |
| 0.3 | 313 | 1.3% |
| 3.8 | 297 | 1.2% |
| 0.8 | 270 | 1.1% |
| Other values (257) | 3568 | 14.7% |
| Value | Count | Frequency (%) |
| 0 | 15969 | |
| 0.1 | 359 | 1.5% |
| 0.2 | 1252 | 5.2% |
| 0.3 | 313 | 1.3% |
| 0.4 | 1052 | 4.3% |
| 0.5 | 413 | 1.7% |
| 0.6 | 53 | 0.2% |
| 0.7 | 84 | 0.3% |
| 0.8 | 270 | 1.1% |
| 0.9 | 137 | 0.6% |
| Value | Count | Frequency (%) |
| 68.5 | 1 | |
| 68.3 | 1 | |
| 68.1 | 1 | |
| 67.9 | 1 | |
| 67.8 | 1 | |
| 67.6 | 1 | |
| 67.4 | 1 | |
| 67.3 | 1 | |
| 67.2 | 1 | |
| 67.1 | 1 |
| Distinct | 17 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 7 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.007500515996 |
| Minimum | 0 |
|---|---|
| Maximum | 3.8 |
| Zeros | 23303 |
| Zeros (%) | 96.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 189.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 3.8 |
| Range | 3.8 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.0554595147 |
|---|---|
| Coefficient of variation (CV) | 7.394093251 |
| Kurtosis | 1176.808331 |
| Mean | 0.007500515996 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 24.17215341 |
| Sum | 181.7 |
| Variance | 0.003075757771 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=17)
| Value | Count | Frequency (%) |
| 0 | 23303 | |
| 0.1 | 468 | 1.9% |
| 0.2 | 305 | 1.3% |
| 0.4 | 57 | 0.2% |
| 0.3 | 47 | 0.2% |
| 0.6 | 19 | 0.1% |
| 0.5 | 9 | < 0.1% |
| 0.7 | 5 | < 0.1% |
| 0.8 | 3 | < 0.1% |
| 1.2 | 2 | < 0.1% |
| Other values (7) | 7 | < 0.1% |
| (Missing) | 7 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 23303 | |
| 0.1 | 468 | 1.9% |
| 0.2 | 305 | 1.3% |
| 0.3 | 47 | 0.2% |
| 0.4 | 57 | 0.2% |
| 0.5 | 9 | < 0.1% |
| 0.6 | 19 | 0.1% |
| 0.7 | 5 | < 0.1% |
| 0.8 | 3 | < 0.1% |
| 1 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 3.8 | 1 | < 0.1% |
| 2.4 | 1 | < 0.1% |
| 1.8 | 1 | < 0.1% |
| 1.4 | 1 | < 0.1% |
| 1.3 | 1 | < 0.1% |
| 1.2 | 2 | < 0.1% |
| 1.1 | 1 | < 0.1% |
| 1 | 1 | < 0.1% |
| 0.8 | 3 | |
| 0.7 | 5 |
MP1 FLOW1 (l/s)
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSINGZEROS| Distinct | 15742 |
|---|---|
| Distinct (%) | 78.6% |
| Missing | 4213 |
| Missing (%) | 17.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.914185005 |
| Minimum | 0 |
|---|---|
| Maximum | 66.66148 |
| Zeros | 4243 |
| Zeros (%) | 17.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 189.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.89527 |
| median | 2.022915 |
| Q3 | 3.599202 |
| 95-th percentile | 7.6190813 |
| Maximum | 66.66148 |
| Range | 66.66148 |
| Interquartile range (IQR) | 2.703932 |
Descriptive statistics
| Standard deviation | 4.996638831 |
|---|---|
| Coefficient of variation (CV) | 1.714592184 |
| Kurtosis | 74.41237956 |
| Mean | 2.914185005 |
| Median Absolute Deviation (MAD) | 1.373852 |
| Skewness | 7.701563242 |
| Sum | 58339.06961 |
| Variance | 24.96639961 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 4243 | 17.5% |
| 1.965526 | 2 | < 0.1% |
| 3.354413 | 2 | < 0.1% |
| 3.427721 | 2 | < 0.1% |
| 3.15599 | 2 | < 0.1% |
| 1.900478 | 2 | < 0.1% |
| 2.735183 | 2 | < 0.1% |
| 4.365997 | 2 | < 0.1% |
| 4.004923 | 2 | < 0.1% |
| 3.227255 | 2 | < 0.1% |
| Other values (15732) | 15758 | |
| (Missing) | 4213 | 17.4% |
| Value | Count | Frequency (%) |
| 0 | 4243 | |
| 0.122645 | 1 | < 0.1% |
| 0.143324 | 1 | < 0.1% |
| 0.208879 | 1 | < 0.1% |
| 0.246496 | 1 | < 0.1% |
| 0.363016 | 1 | < 0.1% |
| 0.41898 | 1 | < 0.1% |
| 0.425241 | 1 | < 0.1% |
| 0.432973 | 1 | < 0.1% |
| 0.434453 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 66.66148 | 1 | |
| 66.61517 | 1 | |
| 65.48769 | 1 | |
| 65.31937 | 1 | |
| 64.44538 | 1 | |
| 64.30639 | 1 | |
| 64.23135 | 1 | |
| 64.13335 | 1 | |
| 64.05045 | 1 | |
| 64.03623 | 1 |
| Distinct | 7263 |
|---|---|
| Distinct (%) | 36.3% |
| Missing | 4213 |
| Missing (%) | 17.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 65.82876317 |
| Minimum | 0 |
|---|---|
| Maximum | 2604.37 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 189.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 13.749 |
| Q1 | 32.285 |
| median | 55.95 |
| Q3 | 68 |
| 95-th percentile | 82.891 |
| Maximum | 2604.37 |
| Range | 2604.37 |
| Interquartile range (IQR) | 35.715 |
Descriptive statistics
| Standard deviation | 159.8313451 |
|---|---|
| Coefficient of variation (CV) | 2.427986451 |
| Kurtosis | 151.2705633 |
| Mean | 65.82876317 |
| Median Absolute Deviation (MAD) | 16 |
| Skewness | 11.85758133 |
| Sum | 1317826.01 |
| Variance | 25546.05888 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 59.73 | 16 | 0.1% |
| 60.75 | 11 | < 0.1% |
| 61.97 | 11 | < 0.1% |
| 25.09 | 10 | < 0.1% |
| 52.8 | 10 | < 0.1% |
| 55.98 | 10 | < 0.1% |
| 58.08 | 10 | < 0.1% |
| 60.78 | 10 | < 0.1% |
| 62.17 | 10 | < 0.1% |
| 60.9 | 10 | < 0.1% |
| Other values (7253) | 19911 | |
| (Missing) | 4213 | 17.4% |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 5.71 | 1 | |
| 5.89 | 1 | |
| 5.92 | 1 | |
| 6.15 | 1 | |
| 6.45 | 1 | |
| 6.46 | 1 | |
| 6.53 | 2 | |
| 6.57 | 1 | |
| 6.74 | 2 |
| Value | Count | Frequency (%) |
| 2604.37 | 1 | |
| 2597.59 | 1 | |
| 2584.69 | 1 | |
| 2570.91 | 1 | |
| 2568.81 | 1 | |
| 2552.14 | 1 | |
| 2551.7 | 1 | |
| 2535.91 | 1 | |
| 2500.16 | 1 | |
| 2481.31 | 1 |
MP1 UNIDEPTH (mm)
Real number (ℝ)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSING| Distinct | 6008 |
|---|---|
| Distinct (%) | 30.0% |
| Missing | 4213 |
| Missing (%) | 17.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 67.89456616 |
| Minimum | -253.75 |
|---|---|
| Maximum | 2604.37 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 1 |
| Negative (%) | < 0.1% |
| Memory size | 189.4 KiB |
Quantile statistics
| Minimum | -253.75 |
|---|---|
| 5-th percentile | 29.61 |
| Q1 | 40.125 |
| median | 49.45 |
| Q3 | 66.8 |
| 95-th percentile | 87.303 |
| Maximum | 2604.37 |
| Range | 2858.12 |
| Interquartile range (IQR) | 26.675 |
Descriptive statistics
| Standard deviation | 159.2273028 |
|---|---|
| Coefficient of variation (CV) | 2.345214231 |
| Kurtosis | 153.0028371 |
| Mean | 67.89456616 |
| Median Absolute Deviation (MAD) | 13.29 |
| Skewness | 11.9573398 |
| Sum | 1359181.32 |
| Variance | 25353.33395 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 37.23 | 36 | 0.1% |
| 33.42 | 30 | 0.1% |
| 37.72 | 25 | 0.1% |
| 37.24 | 24 | 0.1% |
| 33.43 | 23 | 0.1% |
| 29.33 | 23 | 0.1% |
| 28.94 | 22 | 0.1% |
| 29.21 | 22 | 0.1% |
| 29.22 | 21 | 0.1% |
| 33.46 | 20 | 0.1% |
| Other values (5998) | 19773 | |
| (Missing) | 4213 | 17.4% |
| Value | Count | Frequency (%) |
| -253.75 | 1 | |
| 12.16 | 1 | |
| 12.45 | 1 | |
| 12.68 | 1 | |
| 12.86 | 1 | |
| 12.91 | 1 | |
| 12.95 | 1 | |
| 13.02 | 1 | |
| 13.11 | 1 | |
| 13.27 | 1 |
| Value | Count | Frequency (%) |
| 2604.37 | 1 | |
| 2597.59 | 1 | |
| 2584.69 | 1 | |
| 2570.91 | 1 | |
| 2568.81 | 1 | |
| 2552.14 | 1 | |
| 2551.7 | 1 | |
| 2535.91 | 1 | |
| 2500.16 | 1 | |
| 2481.31 | 1 |
MP1 UpDEPTH_1 (mm)
Real number (ℝ)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSING| Distinct | 5936 |
|---|---|
| Distinct (%) | 29.7% |
| Missing | 4213 |
| Missing (%) | 17.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 57.14219142 |
| Minimum | -253.75 |
|---|---|
| Maximum | 435.06 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 1 |
| Negative (%) | < 0.1% |
| Memory size | 189.4 KiB |
Quantile statistics
| Minimum | -253.75 |
|---|---|
| 5-th percentile | 29.61 |
| Q1 | 40.14 |
| median | 49.48 |
| Q3 | 66.8 |
| 95-th percentile | 87.303 |
| Maximum | 435.06 |
| Range | 688.81 |
| Interquartile range (IQR) | 26.66 |
Descriptive statistics
| Standard deviation | 40.5613617 |
|---|---|
| Coefficient of variation (CV) | 0.7098320995 |
| Kurtosis | 66.60256449 |
| Mean | 57.14219142 |
| Median Absolute Deviation (MAD) | 13.29 |
| Skewness | 7.451137369 |
| Sum | 1143929.53 |
| Variance | 1645.224063 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 37.23 | 36 | 0.1% |
| 33.42 | 30 | 0.1% |
| 37.72 | 25 | 0.1% |
| 37.24 | 24 | 0.1% |
| 29.33 | 23 | 0.1% |
| 33.43 | 23 | 0.1% |
| 29.21 | 22 | 0.1% |
| 28.94 | 22 | 0.1% |
| 29.22 | 21 | 0.1% |
| 33.47 | 20 | 0.1% |
| Other values (5926) | 19773 | |
| (Missing) | 4213 | 17.4% |
| Value | Count | Frequency (%) |
| -253.75 | 1 | |
| 26.64 | 1 | |
| 26.78 | 1 | |
| 26.83 | 1 | |
| 26.94 | 1 | |
| 27.21 | 1 | |
| 27.28 | 1 | |
| 27.32 | 1 | |
| 27.41 | 2 | |
| 27.42 | 2 |
| Value | Count | Frequency (%) |
| 435.06 | 1 | |
| 434.95 | 1 | |
| 434.77 | 1 | |
| 434.37 | 1 | |
| 434.27 | 1 | |
| 434.2 | 1 | |
| 434.19 | 1 | |
| 434.14 | 2 | |
| 434.13 | 1 | |
| 434.11 | 2 |
| Distinct | 112 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 4213 |
| Missing (%) | 17.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.20944103 |
| Minimum | -17.8 |
|---|---|
| Maximum | 21.7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 1 |
| Negative (%) | < 0.1% |
| Memory size | 189.4 KiB |
Quantile statistics
| Minimum | -17.8 |
|---|---|
| 5-th percentile | 11.9 |
| Q1 | 13.5 |
| median | 14.8 |
| Q3 | 16.2 |
| 95-th percentile | 20 |
| Maximum | 21.7 |
| Range | 39.5 |
| Interquartile range (IQR) | 2.7 |
Descriptive statistics
| Standard deviation | 2.400659687 |
|---|---|
| Coefficient of variation (CV) | 0.1578400996 |
| Kurtosis | 1.440033536 |
| Mean | 15.20944103 |
| Median Absolute Deviation (MAD) | 1.4 |
| Skewness | 0.5494477607 |
| Sum | 304477.8 |
| Variance | 5.763166932 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 15.1 | 554 | 2.3% |
| 15.3 | 511 | 2.1% |
| 14.6 | 501 | 2.1% |
| 14.8 | 492 | 2.0% |
| 14.3 | 469 | 1.9% |
| 15 | 462 | 1.9% |
| 14.1 | 449 | 1.9% |
| 13.8 | 425 | 1.8% |
| 13.6 | 409 | 1.7% |
| 15.4 | 400 | 1.7% |
| Other values (102) | 15347 | |
| (Missing) | 4213 | 17.4% |
| Value | Count | Frequency (%) |
| -17.8 | 1 | < 0.1% |
| 10.7 | 1 | < 0.1% |
| 10.8 | 15 | 0.1% |
| 10.9 | 6 | < 0.1% |
| 11 | 20 | 0.1% |
| 11.1 | 28 | 0.1% |
| 11.2 | 16 | 0.1% |
| 11.3 | 55 | |
| 11.4 | 62 | |
| 11.5 | 124 |
| Value | Count | Frequency (%) |
| 21.7 | 3 | < 0.1% |
| 21.6 | 14 | 0.1% |
| 21.5 | 14 | 0.1% |
| 21.4 | 17 | 0.1% |
| 21.3 | 25 | |
| 21.2 | 24 | |
| 21.1 | 31 | |
| 21 | 39 | |
| 20.9 | 34 | |
| 20.8 | 50 |
Raw Average Velocity (m/s)
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSINGZEROS| Distinct | 775 |
|---|---|
| Distinct (%) | 3.9% |
| Missing | 4213 |
| Missing (%) | 17.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.2156684849 |
| Minimum | 0 |
|---|---|
| Maximum | 0.8586 |
| Zeros | 4243 |
| Zeros (%) | 17.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 189.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.1251 |
| median | 0.2034 |
| Q3 | 0.315 |
| 95-th percentile | 0.477 |
| Maximum | 0.8586 |
| Range | 0.8586 |
| Interquartile range (IQR) | 0.1899 |
Descriptive statistics
| Standard deviation | 0.158926623 |
|---|---|
| Coefficient of variation (CV) | 0.7369023946 |
| Kurtosis | 0.2417926295 |
| Mean | 0.2156684849 |
| Median Absolute Deviation (MAD) | 0.0963 |
| Skewness | 0.5273468258 |
| Sum | 4317.4674 |
| Variance | 0.0252576715 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 4243 | 17.5% |
| 0.198 | 82 | 0.3% |
| 0.1953 | 82 | 0.3% |
| 0.1899 | 80 | 0.3% |
| 0.1962 | 79 | 0.3% |
| 0.2043 | 79 | 0.3% |
| 0.1998 | 77 | 0.3% |
| 0.1647 | 77 | 0.3% |
| 0.2061 | 75 | 0.3% |
| 0.2052 | 75 | 0.3% |
| Other values (765) | 15070 | |
| (Missing) | 4213 | 17.4% |
| Value | Count | Frequency (%) |
| 0 | 4243 | |
| 0.0144 | 1 | < 0.1% |
| 0.018 | 1 | < 0.1% |
| 0.027 | 1 | < 0.1% |
| 0.0288 | 1 | < 0.1% |
| 0.0342 | 1 | < 0.1% |
| 0.0585 | 1 | < 0.1% |
| 0.0612 | 1 | < 0.1% |
| 0.063 | 2 | < 0.1% |
| 0.0684 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0.8586 | 1 | |
| 0.8559 | 1 | |
| 0.8478 | 1 | |
| 0.8451 | 1 | |
| 0.8424 | 1 | |
| 0.8406 | 1 | |
| 0.8388 | 1 | |
| 0.8379 | 1 | |
| 0.8352 | 1 | |
| 0.8334 | 1 |
| Distinct | 24 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.32481842 |
| Minimum | 0 |
|---|---|
| Maximum | 23 |
| Zeros | 1078 |
| Zeros (%) | 4.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 189.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 5 |
| median | 11 |
| Q3 | 17 |
| 95-th percentile | 22 |
| Maximum | 23 |
| Range | 23 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 6.97853455 |
|---|---|
| Coefficient of variation (CV) | 0.6162160213 |
| Kurtosis | -1.216991132 |
| Mean | 11.32481842 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.02507578135 |
| Sum | 274423 |
| Variance | 48.69994446 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=24)
| Value | Count | Frequency (%) |
| 3 | 1115 | 4.6% |
| 2 | 1099 | 4.5% |
| 0 | 1078 | 4.4% |
| 1 | 1073 | 4.4% |
| 4 | 1056 | 4.4% |
| 23 | 1047 | 4.3% |
| 12 | 1034 | 4.3% |
| 15 | 1013 | 4.2% |
| 16 | 1013 | 4.2% |
| 11 | 1005 | 4.1% |
| Other values (14) | 13699 |
| Value | Count | Frequency (%) |
| 0 | 1078 | |
| 1 | 1073 | |
| 2 | 1099 | |
| 3 | 1115 | |
| 4 | 1056 | |
| 5 | 1003 | |
| 6 | 983 | |
| 7 | 950 | |
| 8 | 953 | |
| 9 | 981 |
| Value | Count | Frequency (%) |
| 23 | 1047 | |
| 22 | 970 | |
| 21 | 964 | |
| 20 | 945 | |
| 19 | 974 | |
| 18 | 988 | |
| 17 | 1000 | |
| 16 | 1013 | |
| 15 | 1013 | |
| 14 | 1002 |
| Distinct | 31 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.83336085 |
| Minimum | 1 |
|---|---|
| Maximum | 31 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 189.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 10 |
| median | 15 |
| Q3 | 22 |
| 95-th percentile | 30 |
| Maximum | 31 |
| Range | 30 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 8.371194035 |
|---|---|
| Coefficient of variation (CV) | 0.528706073 |
| Kurtosis | -0.9126920805 |
| Mean | 15.83336085 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.1132623796 |
| Sum | 383674 |
| Variance | 70.07688957 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=31)
| Value | Count | Frequency (%) |
| 16 | 1547 | 6.4% |
| 15 | 1481 | 6.1% |
| 13 | 1265 | 5.2% |
| 17 | 1264 | 5.2% |
| 14 | 1237 | 5.1% |
| 12 | 1175 | 4.8% |
| 30 | 916 | 3.8% |
| 11 | 869 | 3.6% |
| 18 | 865 | 3.6% |
| 29 | 836 | 3.4% |
| Other values (21) | 12777 |
| Value | Count | Frequency (%) |
| 1 | 670 | |
| 2 | 596 | |
| 3 | 582 | |
| 4 | 770 | |
| 5 | 801 | |
| 6 | 572 | |
| 7 | 793 | |
| 8 | 722 | |
| 9 | 432 | |
| 10 | 401 |
| Value | Count | Frequency (%) |
| 31 | 609 | |
| 30 | 916 | |
| 29 | 836 | |
| 28 | 766 | |
| 27 | 626 | |
| 26 | 792 | |
| 25 | 510 | |
| 24 | 328 | 1.4% |
| 23 | 508 | |
| 22 | 505 |
| Distinct | 12 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.935622318 |
| Minimum | 1 |
|---|---|
| Maximum | 12 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 189.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 5 |
| Q3 | 5 |
| 95-th percentile | 11 |
| Maximum | 12 |
| Range | 11 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 3.028550339 |
|---|---|
| Coefficient of variation (CV) | 0.6136106339 |
| Kurtosis | -0.1306593407 |
| Mean | 4.935622318 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.8625602216 |
| Sum | 119600 |
| Variance | 9.172117156 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 5 | 6899 | |
| 4 | 4772 | |
| 2 | 4528 | |
| 10 | 2223 | 9.2% |
| 1 | 2100 | 8.7% |
| 12 | 1161 | 4.8% |
| 9 | 1034 | 4.3% |
| 7 | 629 | 2.6% |
| 3 | 551 | 2.3% |
| 11 | 257 | 1.1% |
| Other values (2) | 78 | 0.3% |
| Value | Count | Frequency (%) |
| 1 | 2100 | 8.7% |
| 2 | 4528 | |
| 3 | 551 | 2.3% |
| 4 | 4772 | |
| 5 | 6899 | |
| 6 | 57 | 0.2% |
| 7 | 629 | 2.6% |
| 8 | 21 | 0.1% |
| 9 | 1034 | 4.3% |
| 10 | 2223 | 9.2% |
| Value | Count | Frequency (%) |
| 12 | 1161 | 4.8% |
| 11 | 257 | 1.1% |
| 10 | 2223 | 9.2% |
| 9 | 1034 | 4.3% |
| 8 | 21 | 0.1% |
| 7 | 629 | 2.6% |
| 6 | 57 | 0.2% |
| 5 | 6899 | |
| 4 | 4772 | |
| 3 | 551 | 2.3% |
| Distinct | 24232 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 189.4 KiB |
| Minimum | 2018-12-31 01:20:00 |
|---|---|
| Maximum | 2021-06-01 00:00:00 |
Histogram with fixed size bins (bins=50)
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.3 MiB |
| 1 |
|---|
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 24232 |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| 1 | 24232 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.
First rows
| df_index | Daily Cumulative Rainfall (mm) | Final Rainfall (mm) | MP1 FLOW1 (l/s) | MP1 PDEPTH_1 (mm) | MP1 UNIDEPTH (mm) | MP1 UpDEPTH_1 (mm) | MP1 WATERTEMP_1 (°C) | Raw Average Velocity (m/s) | hour | day | month | date | targets | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 16 | 0.0 | 0.0 | 2.421489 | 60.44 | 64.70 | 64.70 | 14.7 | 0.1710 | 1 | 31 | 12 | 2018-12-31 01:20:00 | 1 |
| 1 | 17 | 0.0 | 0.0 | 0.000000 | 60.58 | 64.48 | 64.48 | 14.7 | 0.0000 | 1 | 31 | 12 | 2018-12-31 01:25:00 | 1 |
| 2 | 18 | 0.0 | 0.0 | 2.088682 | 59.26 | 64.02 | 64.02 | 14.6 | 0.1503 | 1 | 31 | 12 | 2018-12-31 01:30:00 | 1 |
| 3 | 19 | 0.0 | 0.0 | 2.206280 | 58.65 | 63.62 | 63.62 | 14.6 | 0.1602 | 1 | 31 | 12 | 2018-12-31 01:35:00 | 1 |
| 4 | 20 | 0.0 | 0.0 | 2.307978 | 58.83 | 63.40 | 63.40 | 14.6 | 0.1683 | 1 | 31 | 12 | 2018-12-31 01:40:00 | 1 |
| 5 | 21 | 0.0 | 0.0 | 0.000000 | 58.79 | 63.20 | 63.20 | 14.5 | 0.0000 | 1 | 31 | 12 | 2018-12-31 01:45:00 | 1 |
| 6 | 22 | 0.0 | 0.0 | 2.704178 | 59.08 | 63.04 | 63.04 | 14.6 | 0.1980 | 1 | 31 | 12 | 2018-12-31 01:50:00 | 1 |
| 7 | 23 | 0.0 | 0.0 | 2.622683 | 59.35 | 62.98 | 62.98 | 14.5 | 0.1926 | 1 | 31 | 12 | 2018-12-31 01:55:00 | 1 |
| 8 | 24 | 0.0 | 0.0 | 2.527918 | 60.79 | 61.79 | 61.79 | 14.5 | 0.1908 | 2 | 31 | 12 | 2018-12-31 02:00:00 | 1 |
| 9 | 25 | 0.0 | 0.0 | 2.435273 | 60.77 | 62.00 | 62.00 | 14.4 | 0.1827 | 2 | 31 | 12 | 2018-12-31 02:05:00 | 1 |
Last rows
| df_index | Daily Cumulative Rainfall (mm) | Final Rainfall (mm) | MP1 FLOW1 (l/s) | MP1 PDEPTH_1 (mm) | MP1 UNIDEPTH (mm) | MP1 UpDEPTH_1 (mm) | MP1 WATERTEMP_1 (°C) | Raw Average Velocity (m/s) | hour | day | month | date | targets | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 24222 | 254302 | 0.0 | 0.0 | 0.00000 | 83.83 | 79.50 | 79.50 | 15.4 | 0.0000 | 23 | 31 | 5 | 2021-05-31 23:15:00 | 1 |
| 24223 | 254303 | 0.0 | 0.0 | 4.31069 | 85.13 | 79.43 | 79.43 | 15.3 | 0.2430 | 23 | 31 | 5 | 2021-05-31 23:20:00 | 1 |
| 24224 | 254304 | 0.0 | 0.0 | 0.00000 | 85.36 | 79.35 | 79.35 | 15.4 | 0.0000 | 23 | 31 | 5 | 2021-05-31 23:25:00 | 1 |
| 24225 | 254305 | 0.0 | 0.0 | 0.00000 | 84.30 | 79.19 | 79.19 | 15.4 | 0.0000 | 23 | 31 | 5 | 2021-05-31 23:30:00 | 1 |
| 24226 | 254306 | 0.0 | 0.0 | 0.00000 | 83.82 | 79.07 | 79.07 | 15.3 | 0.0000 | 23 | 31 | 5 | 2021-05-31 23:35:00 | 1 |
| 24227 | 254307 | 0.0 | 0.0 | 0.00000 | 83.92 | 78.88 | 78.88 | 15.3 | 0.0000 | 23 | 31 | 5 | 2021-05-31 23:40:00 | 1 |
| 24228 | 254308 | 0.0 | 0.0 | 0.00000 | 83.66 | 78.70 | 78.70 | 15.3 | 0.0000 | 23 | 31 | 5 | 2021-05-31 23:45:00 | 1 |
| 24229 | 254309 | 0.0 | 0.0 | 3.96669 | 83.75 | 78.65 | 78.65 | 15.3 | 0.2268 | 23 | 31 | 5 | 2021-05-31 23:50:00 | 1 |
| 24230 | 254310 | 0.0 | 0.0 | 0.00000 | 83.90 | 78.54 | 78.54 | 15.3 | 0.0000 | 23 | 31 | 5 | 2021-05-31 23:55:00 | 1 |
| 24231 | 254311 | 0.0 | 0.0 | 0.00000 | 82.96 | 78.44 | 78.44 | 15.2 | 0.0000 | 0 | 1 | 6 | 2021-06-01 00:00:00 | 1 |